{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "# Image tutorial\n",
    "\n",
    "\n",
    "A short tutorial on plotting images with Matplotlib.\n",
    "\n",
    "\n",
    "Startup commands\n",
    "===================\n",
    "\n",
    "First, let's start IPython.  It is a most excellent enhancement to the\n",
    "standard Python prompt, and it ties in especially well with\n",
    "Matplotlib.  Start IPython either at a shell, or the IPython Notebook now.\n",
    "\n",
    "With IPython started, we now need to connect to a GUI event loop.  This\n",
    "tells IPython where (and how) to display plots.  To connect to a GUI\n",
    "loop, execute the **%matplotlib** magic at your IPython prompt.  There's more\n",
    "detail on exactly what this does at `IPython's documentation on GUI\n",
    "event loops\n",
    "<http://ipython.org/ipython-doc/2/interactive/reference.html#gui-event-loop-support>`_.\n",
    "\n",
    "If you're using IPython Notebook, the same commands are available, but\n",
    "people commonly use a specific argument to the %matplotlib magic:\n",
    "\n",
    ".. sourcecode:: ipython\n",
    "\n",
    "    In [1]: %matplotlib inline\n",
    "\n",
    "This turns on inline plotting, where plot graphics will appear in your\n",
    "notebook.  This has important implications for interactivity.  For inline plotting, commands in\n",
    "cells below the cell that outputs a plot will not affect the plot.  For example,\n",
    "changing the color map is not possible from cells below the cell that creates a plot.\n",
    "However, for other backends, such as Qt5, that open a separate window,\n",
    "cells below those that create the plot will change the plot - it is a\n",
    "live object in memory.\n",
    "\n",
    "This tutorial will use matplotlib's imperative-style plotting\n",
    "interface, pyplot.  This interface maintains global state, and is very\n",
    "useful for quickly and easily experimenting with various plot\n",
    "settings.  The alternative is the object-oriented interface, which is also\n",
    "very powerful, and generally more suitable for large application\n",
    "development.  If you'd like to learn about the object-oriented\n",
    "interface, a great place to start is our :doc:`Usage guide\n",
    "</tutorials/introductory/usage>`.  For now, let's get on\n",
    "with the imperative-style approach:\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.image as mpimg"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "Importing image data into Numpy arrays\n",
    "===============================================\n",
    "\n",
    "Loading image data is supported by the `Pillow\n",
    "<https://pillow.readthedocs.io/en/latest/>`_ library.  Natively, Matplotlib\n",
    "only supports PNG images.  The commands shown below fall back on Pillow if\n",
    "the native read fails.\n",
    "\n",
    "The image used in this example is a PNG file, but keep that Pillow\n",
    "requirement in mind for your own data.\n",
    "\n",
    "Here's the image we're going to play with:\n",
    "\n",
    "![](../../_static/stinkbug.png)\n",
    "\n",
    "\n",
    "It's a 24-bit RGB PNG image (8 bits for each of R, G, B).  Depending\n",
    "on where you get your data, the other kinds of image that you'll most\n",
    "likely encounter are RGBA images, which allow for transparency, or\n",
    "single-channel grayscale (luminosity) images.  You can right click on\n",
    "it and choose \"Save image as\" to download it to your computer for the\n",
    "rest of this tutorial.\n",
    "\n",
    "And here we go...\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[[255 247 197   0]\n",
      "  [255 247 197   0]\n",
      "  [255 247 197   0]\n",
      "  ...\n",
      "  [255 252 212   0]\n",
      "  [255 252 212   0]\n",
      "  [255 252 212   0]]\n",
      "\n",
      " [[255 247 197   0]\n",
      "  [255 247 197   0]\n",
      "  [255 247 197   0]\n",
      "  ...\n",
      "  [255 252 212   0]\n",
      "  [255 252 212   0]\n",
      "  [255 252 212   0]]\n",
      "\n",
      " [[255 247 197   0]\n",
      "  [255 247 197   0]\n",
      "  [255 247 197   0]\n",
      "  ...\n",
      "  [255 252 212   0]\n",
      "  [255 252 212   0]\n",
      "  [255 252 212   0]]\n",
      "\n",
      " ...\n",
      "\n",
      " [[207 202 201   0]\n",
      "  [207 202 201   0]\n",
      "  [207 202 201   0]\n",
      "  ...\n",
      "  [214 209 208   0]\n",
      "  [214 209 208   0]\n",
      "  [214 209 208   0]]\n",
      "\n",
      " [[207 202 201   0]\n",
      "  [207 202 201   0]\n",
      "  [207 202 201   0]\n",
      "  ...\n",
      "  [214 209 208   0]\n",
      "  [214 209 208   0]\n",
      "  [214 209 208   0]]\n",
      "\n",
      " [[207 202 201   0]\n",
      "  [207 202 201   0]\n",
      "  [207 202 201   0]\n",
      "  ...\n",
      "  [214 209 208   0]\n",
      "  [214 209 208   0]\n",
      "  [214 209 208   0]]]\n"
     ]
    }
   ],
   "source": [
    "# img = mpimg.imread('../../doc/_static/stinkbug.png')\n",
    "img = mpimg.imread('./chengdu.jpg')\n",
    "print(img)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note the dtype there - float32.  Matplotlib has rescaled the 8 bit\n",
    "data from each channel to floating point data between 0.0 and 1.0.  As\n",
    "a side note, the only datatype that Pillow can work with is uint8.\n",
    "Matplotlib plotting can handle float32 and uint8, but image\n",
    "reading/writing for any format other than PNG is limited to uint8\n",
    "data.  Why 8 bits? Most displays can only render 8 bits per channel\n",
    "worth of color gradation.  Why can they only render 8 bits/channel?\n",
    "Because that's about all the human eye can see.  More here (from a\n",
    "photography standpoint): `Luminous Landscape bit depth tutorial\n",
    "<https://luminous-landscape.com/bit-depth/>`_.\n",
    "\n",
    "Each inner list represents a pixel.  Here, with an RGB image, there\n",
    "are 3 values.  Since it's a black and white image, R, G, and B are all\n",
    "similar.  An RGBA (where A is alpha, or transparency), has 4 values\n",
    "per inner list, and a simple luminance image just has one value (and\n",
    "is thus only a 2-D array, not a 3-D array).  For RGB and RGBA images,\n",
    "matplotlib supports float32 and uint8 data types.  For grayscale,\n",
    "matplotlib supports only float32.  If your array data does not meet\n",
    "one of these descriptions, you need to rescale it.\n",
    "\n",
    "\n",
    "Plotting numpy arrays as images\n",
    "===================================\n",
    "\n",
    "So, you have your data in a numpy array (either by importing it, or by\n",
    "generating it).  Let's render it.  In Matplotlib, this is performed\n",
    "using the :func:`~matplotlib.pyplot.imshow` function.  Here we'll grab\n",
    "the plot object.  This object gives you an easy way to manipulate the\n",
    "plot from the prompt.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "imgplot = plt.imshow(img)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can also plot any numpy array.\n",
    "\n",
    "\n",
    "Applying pseudocolor schemes to image plots\n",
    "-------------------------------------------------\n",
    "\n",
    "Pseudocolor can be a useful tool for enhancing contrast and\n",
    "visualizing your data more easily.  This is especially useful when\n",
    "making presentations of your data using projectors - their contrast is\n",
    "typically quite poor.\n",
    "\n",
    "Pseudocolor is only relevant to single-channel, grayscale, luminosity\n",
    "images.  We currently have an RGB image.  Since R, G, and B are all\n",
    "similar (see for yourself above or in your data), we can just pick one\n",
    "channel of our data:\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x93ebef0>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "lum_img = img[:, :, 0]\n",
    "\n",
    "# This is array slicing.  You can read more in the `Numpy tutorial\n",
    "# <https://docs.scipy.org/doc/numpy/user/quickstart.html>`_.\n",
    "\n",
    "plt.imshow(lum_img)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, with a luminosity (2D, no color) image, the default colormap (aka lookup table,\n",
    "LUT), is applied.  The default is called viridis.  There are plenty of\n",
    "others to choose from.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x9443f60>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(lum_img, cmap=\"hot\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that you can also change colormaps on existing plot objects using the\n",
    ":meth:`~matplotlib.image.Image.set_cmap` method:\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "imgplot = plt.imshow(lum_img)\n",
    "imgplot.set_cmap('nipy_spectral')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-info\"><h4>Note</h4><p>However, remember that in the IPython notebook with the inline backend,\n",
    "   you can't make changes to plots that have already been rendered.  If you\n",
    "   create imgplot here in one cell, you cannot call set_cmap() on it in a later\n",
    "   cell and expect the earlier plot to change.  Make sure that you enter these\n",
    "   commands together in one cell.  plt commands will not change plots from earlier\n",
    "   cells.</p></div>\n",
    "\n",
    "There are many other colormap schemes available.  See the `list and\n",
    "images of the colormaps\n",
    "<../colors/colormaps.html>`_.\n",
    "\n",
    "\n",
    "Color scale reference\n",
    "------------------------\n",
    "\n",
    "It's helpful to have an idea of what value a color represents.  We can\n",
    "do that by adding color bars.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.colorbar.Colorbar at 0x502e4a8>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "imgplot = plt.imshow(lum_img)\n",
    "plt.colorbar()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This adds a colorbar to your existing figure.  This won't\n",
    "automatically change if you change you switch to a different\n",
    "colormap - you have to re-create your plot, and add in the colorbar\n",
    "again.\n",
    "\n",
    "\n",
    "Examining a specific data range\n",
    "---------------------------------\n",
    "\n",
    "Sometimes you want to enhance the contrast in your image, or expand\n",
    "the contrast in a particular region while sacrificing the detail in\n",
    "colors that don't vary much, or don't matter.  A good tool to find\n",
    "interesting regions is the histogram.  To create a histogram of our\n",
    "image data, we use the :func:`~matplotlib.pyplot.hist` function.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "        0.91796875, 0.921875  , 0.92578125, 0.9296875 , 0.93359375,\n",
       "        0.9375    , 0.94140625, 0.9453125 , 0.94921875, 0.953125  ,\n",
       "        0.95703125, 0.9609375 , 0.96484375, 0.96875   , 0.97265625,\n",
       "        0.9765625 , 0.98046875, 0.984375  , 0.98828125, 0.9921875 ,\n",
       "        0.99609375, 1.        ]),\n",
       " <a list of 256 Patch objects>)"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(lum_img.ravel(), bins=256, range=(0.0, 1.0), fc='k', ec='k')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Most often, the \"interesting\" part of the image is around the peak,\n",
    "and you can get extra contrast by clipping the regions above and/or\n",
    "below the peak.  In our histogram, it looks like there's not much\n",
    "useful information in the high end (not many white things in the\n",
    "image).  Let's adjust the upper limit, so that we effectively \"zoom in\n",
    "on\" part of the histogram.  We do this by passing the clim argument to\n",
    "imshow.  You could also do this by calling the\n",
    ":meth:`~matplotlib.image.Image.set_clim` method of the image plot\n",
    "object, but make sure that you do so in the same cell as your plot\n",
    "command when working with the IPython Notebook - it will not change\n",
    "plots from earlier cells.\n",
    "\n",
    "You can specify the clim in the call to ``plot``.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "imgplot = plt.imshow(lum_img, clim=(0.0, 0.7))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can also specify the clim using the returned object\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.colorbar.Colorbar at 0x91d80b8>"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "a = fig.add_subplot(1, 2, 1)\n",
    "imgplot = plt.imshow(lum_img)\n",
    "a.set_title('Before')\n",
    "plt.colorbar(ticks=[0.1, 0.3, 0.5, 0.7], orientation='horizontal')\n",
    "a = fig.add_subplot(1, 2, 2)\n",
    "imgplot = plt.imshow(lum_img)\n",
    "imgplot.set_clim(0.0, 0.7)\n",
    "a.set_title('After')\n",
    "plt.colorbar(ticks=[0.1, 0.3, 0.5, 0.7], orientation='horizontal')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "Array Interpolation schemes\n",
    "---------------------------\n",
    "\n",
    "Interpolation calculates what the color or value of a pixel \"should\"\n",
    "be, according to different mathematical schemes.  One common place\n",
    "that this happens is when you resize an image.  The number of pixels\n",
    "change, but you want the same information.  Since pixels are discrete,\n",
    "there's missing space.  Interpolation is how you fill that space.\n",
    "This is why your images sometimes come out looking pixelated when you\n",
    "blow them up.  The effect is more pronounced when the difference\n",
    "between the original image and the expanded image is greater.  Let's\n",
    "take our image and shrink it.  We're effectively discarding pixels,\n",
    "only keeping a select few.  Now when we plot it, that data gets blown\n",
    "up to the size on your screen.  The old pixels aren't there anymore,\n",
    "and the computer has to draw in pixels to fill that space.\n",
    "\n",
    "We'll use the Pillow library that we used to load the image also to resize\n",
    "the image.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from PIL import Image\n",
    "\n",
    "# img = Image.open('../../doc/_static/stinkbug.png')\n",
    "img = Image.open('./chengdu.jpg')\n",
    "img.thumbnail((64, 64), Image.ANTIALIAS)  # resizes image in-place\n",
    "imgplot = plt.imshow(img)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here we have the default interpolation, bilinear, since we did not\n",
    "give :func:`~matplotlib.pyplot.imshow` any interpolation argument.\n",
    "\n",
    "Let's try some others. Here's \"nearest\", which does no interpolation.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "imgplot = plt.imshow(img, interpolation=\"nearest\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "and bicubic:\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "imgplot = plt.imshow(img, interpolation=\"bicubic\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Bicubic interpolation is often used when blowing up photos - people\n",
    "tend to prefer blurry over pixelated.\n",
    "\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
